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Reconstruction of 3D porous media using multiple-point statistics based on a 3D training image

机译:基于3D训练图像的多点统计数据重建3D多孔介质

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To date many methods of constructing porous media have been proposed. Among them, the multiple-point statistics (MPS) method has a unique advantage in reconstructing 3D pore space because it can reproduce pore space of long-range connectivity. The Single Normal Equation Simulation (SNESIM) is one of most commonly used algorithms of MPS. In the SNESIM algorithm, the selection of training image is vital because it contains the basic pore structure patterns. In the previous reconstructions of 3D porous media using SNESIM, a 2D slice was usually employed as the training image. However, it is difficult for a 2D slice to contain complex 3D pore space geometry and topology patterns. In this paper, a 3D training image is used in order to provide more realistic 3D pore structure features. Besides, a multi-grid search template is applied for the purpose of capturing the pore structures of different scales and speeding up the reconstruction process. Two sandstone cores are taken as test examples and the 3D porous media are reconstructed. The two-point correlation function, pore network structure parameters and absolute permeability are applied as the evaluation indexes to validate the accuracy of the reconstructed models. The comparison result shows that the reconstructed models are in good agreement with the real model obtained by X-ray computed tomography scanning in the pore throat geometry and topology and transport property, which justifies the reliability of the proposed method.
机译:迄今为止,已经提出了许多构建多孔介质的方法。其中,多点统计(MPS)方法在重建3D孔隙空间方面具有独特的优势,因为它可以再现远程连接的孔隙空间。单个正常方程模拟(Snesim)是MPS最常用的MPS算法之一。在Snesim算法中,培训图像的选择至关重要,因为它包含基本孔结构模式。在使用Snesim的3D多孔介质的先前重建中,通常使用2D片作为训练图像。然而,2D切片难以包含复杂的3D孔隙空间几何和拓扑模式。在本文中,使用3D训练图像以提供更现实的3D孔结构特征。此外,应用多网格搜索模板,以捕获不同尺度的孔隙结构并加速重建过程。将两个砂岩核心作为测试示例,并重建3D多孔介质。两点相关函数,孔网络结构参数和绝对渗透率被应用为评估索引以验证重建模型的准确性。比较结果表明,重建模型与孔喉几何和拓扑和传输特性在孔喉几何和拓扑和传输特性中获得的X射线计算机断层摄影扫描获得的真实模型吻合良好。

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